VR-Training Project

by Fabio Genz and Dieter Kranzlmüller

Arsine Chinaryan, Anh Hoang Minh Dang, Iris Dizdari, Margarita Khachatryan

Supervisor: Daniel Schlichting

2024-02-13

Outline

  1. Overview & Terminology

  2. Data analysis

    • Relationship between Stress indicators and Physiological Measurements
    • Relationship over the rounds
    • Subgroups’ behavior
    • Cohorts comparison

  3. Summary and Discussion

Overview

VR-Training: Adapting Virtual Reality Training Applications by Dynamically Adjusting Visual Aspects
Author: Fabio Genz and Dieter Kranzlmüller

  • Survey: Cross-sectional study with longitudinal elements

  • 2 Cohorts (Linne and Dame)

    – 21 participants in Linne, 81 in Dame (with overlaps)

    – 9 rounds of training for both cohorts

    – Grouped into Adative and Non-Adaptive training versions

    – 2 rounds of test per cohort (Linne: VR, Dame: Real-world)

Terminology

Stress indicators:

  • Answer Q1: Perceived cognitive load (1 to 6 with 1 very low and 6 very high)
  • Answer Q2: Perceived physical load (1 to 6 with 1 very low and 6 very high)

Terminology

Physiological Measurement Data (PMD)

  • Heart rate (HR): Heart rate beats per minute (bpm)
  • IBI: Interbeat interval (ms)
  • SDNN: Standard deviation of the NN intervals
  • RMSSD: Root mean square of successive differences
  • SCL: Skin conductance level (µS (micro Siemens))
  • SCR frequency: Frequency of the skin conductance response
  • SCR amplitude: Amplitude/strength of the skin conductance response (µS/µmho (micro Siemens/micro Ohm))
  • SCR rising time: Rising time of the skin conductance response
  • Blink rate last minute: Blink frequency per minute
  • Saccade amplitude: Degree of eye movement
  • Saccade velocity: Speed of sudden eye movements

Outline

1. Overview & Terminology

  1. Data Analysis

    Relationship between Stress indicators and Physiological Measurements
    Relationship over the rounds
    Subgroups’ behavior
    Cohorts comparison

3. Summary and Discussion

Relationship between Stress indicator and Physical Measurements

Relationship between Stress indicator and Physical Measurements

Relationship between Stress indicator and Physical Measurements

Relationship between Stress indicator and Physical Measurements

Outline

1. Overview & Terminology

  1. Data Analysis

    Relationship between Stress indicators and Physiological Measurements
    Relationship over the rounds
    Subgroups’ behavior
    Cohorts comparison

3. Summary and Discussion

Relationship over the rounds

Relationship over the rounds

Relationship over the rounds

Relationship over the rounds